The Attention Arms Race: How Modern Open-Source LLMs Are Reinventing the Transformer's Core

Introduction If you follow the LLM space, you’ve probably heard a lot about parameter counts, context windows, and benchmark scores. What gets discussed far less often is the mechanism that makes all of it possible: attention. Every major language model (GPT, Llama, Gemini, Qwen, DeepSeek) is built on